spell check and improvement

.gitignore

@@ -5,6 +5,6 @@ models/**
 db/
 static/
 .idea/
-embeding/models/
+
 
 **/__pycache__/

README.md

@@ -63,7 +63,7 @@
 docker compose --profile prod up
 ```
 
-### Dowload embeding and llm(must have for servis llm and  embedning-api to work)
+### Download embedding and llm(must have for services llm and  embedding-api to work)
 
 ### Embedding api
 
@@ -75,15 +75,15 @@ What you need:
 - GPU from nvidia
 
 ```sh
-cd embeding/models
+cd embedding/models
 git clone [email protected]:intfloat/e5-large-v2
 ```
 
 Check the embeding-api docs here: <http://0.0.0.0:9090/docs>
 
-More info in [README.md](./embedding/README.md) from embeding_models/
+More info in [README.md](./embedding/README.md) from embedding/
 
-### Download llm model (must have for servis llm to work !!!)
+### Download llm model (must have for service llm to work !!!)
 
 Download model (size of file 3.6GB ):
 

embedding/README.md

@@ -6,17 +6,17 @@
 
 1. Instal git lfs
 2. NVIDIA Docker Toolkit
-3. Add shh key to hugingface  account
+3. Add shh key to huggingface  account
 4. run this in ChatKNML/ :
 
 ```sh
-cd embeding_models
+cd embedding_models
 git clone [email protected]:intfloat/e5-large-v2
 ```
 
 ### Aleternativ for 1,2,3
 
-Copy evry flie form here:
+Copy every file form here:
 
 #### IMPORTANT
 
@@ -56,6 +56,6 @@ from `docker-compose.yml` remove:
 
 ```
 
-#### MOST IMPORTANT DONT PUSH THIS CHANGE
+#### MOST IMPORTANT DON'T PUSH THIS CHANGE
 
 #### Rest like in GPU option GLHF